{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction Simpson's Paradox\n",
    "\n",
    "Simpson's paradox occurs when trends that are present when data is separated into groups reverse when the data is aggregated. In this notebook, we take a look at three simple examples of Simpson's Paradox both quantitatively and visually. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Medicine A vs Medicine B\n",
    "\n",
    "In this example, X is better for both males and females, but performs worse overall! This is due to different sample sizes of males and females receiving each treatment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X Better</th>\n",
       "      <th>X Treated</th>\n",
       "      <th>Y Better</th>\n",
       "      <th>Y Treated</th>\n",
       "      <th>X Percent</th>\n",
       "      <th>Y Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td>125</td>\n",
       "      <td>610</td>\n",
       "      <td>29</td>\n",
       "      <td>150</td>\n",
       "      <td>0.204918</td>\n",
       "      <td>0.193333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td>22</td>\n",
       "      <td>75</td>\n",
       "      <td>60</td>\n",
       "      <td>240</td>\n",
       "      <td>0.293333</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   X Better  X Treated  Y Better  Y Treated  X Percent  Y Percent\n",
       "M       125        610        29        150   0.204918   0.193333\n",
       "F        22         75        60        240   0.293333   0.250000"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.DataFrame({'X Better': [125, 22], 'X Treated': [610, 75], 'Y Better': [29, 60], 'Y Treated': [150, 240]}, index = [\"M\", \"F\"])\n",
    "data['X Percent'] = data['X Better'] / data['X Treated']\n",
    "data['Y Percent'] = data['Y Better'] / data['Y Treated']\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X Better</th>\n",
       "      <th>X Treated</th>\n",
       "      <th>Y Better</th>\n",
       "      <th>Y Treated</th>\n",
       "      <th>X Percent</th>\n",
       "      <th>Y Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td>125.0</td>\n",
       "      <td>610.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.204918</td>\n",
       "      <td>0.193333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td>22.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>0.293333</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>combined</th>\n",
       "      <td>147.0</td>\n",
       "      <td>685.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>390.0</td>\n",
       "      <td>0.214599</td>\n",
       "      <td>0.228205</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          X Better  X Treated  Y Better  Y Treated  X Percent  Y Percent\n",
       "M            125.0      610.0      29.0      150.0   0.204918   0.193333\n",
       "F             22.0       75.0      60.0      240.0   0.293333   0.250000\n",
       "combined     147.0      685.0      89.0      390.0   0.214599   0.228205"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc['combined', :4] = list(data.iloc[:, :4].sum())\n",
    "data.loc['combined', 'X Percent'] = data.loc['combined', 'X Better'] / data.loc['combined', 'X Treated']\n",
    "data.loc['combined', 'Y Percent'] = data.loc['combined', 'Y Better'] / data.loc['combined', 'Y Treated']\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Restaurant Reviews\n",
    "\n",
    "In this example, Carlo's Restaurant is recommended by a higher percentage of both males and females, but is recommended by a lower overall percentage of respondents. This again occurs because of mismatched sample sizes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recommend Sophia's</th>\n",
       "      <th>Sophia's Total</th>\n",
       "      <th>Recommend Carlo's</th>\n",
       "      <th>Carlo's Total</th>\n",
       "      <th>Sophia's Percent</th>\n",
       "      <th>Carlo's Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td>50</td>\n",
       "      <td>150</td>\n",
       "      <td>180</td>\n",
       "      <td>360</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td>200</td>\n",
       "      <td>250</td>\n",
       "      <td>36</td>\n",
       "      <td>40</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Recommend Sophia's  Sophia's Total  Recommend Carlo's  Carlo's Total  \\\n",
       "M                  50             150                180            360   \n",
       "F                 200             250                 36             40   \n",
       "\n",
       "   Sophia's Percent  Carlo's Percent  \n",
       "M          0.333333              0.5  \n",
       "F          0.800000              0.9  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.DataFrame({\"Recommend Sophia's\": [50, 200], \"Sophia's Total\": [150, 250], \"Recommend Carlo's\": [180, 36], \"Carlo's Total\": [360, 40]}, index = [\"M\", \"F\"])\n",
    "data[\"Sophia\\'s Percent\"] = data[\"Recommend Sophia's\"] / data[\"Sophia's Total\"]\n",
    "data[\"Carlo's Percent\"] = data[\"Recommend Carlo's\"] / data[\"Carlo's Total\"]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recommend Sophia's</th>\n",
       "      <th>Sophia's Total</th>\n",
       "      <th>Recommend Carlo's</th>\n",
       "      <th>Carlo's Total</th>\n",
       "      <th>Sophia's Percent</th>\n",
       "      <th>Carlo's Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td>50.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td>200.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>combined</th>\n",
       "      <td>250.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Recommend Sophia's  Sophia's Total  Recommend Carlo's  \\\n",
       "M                       50.0           150.0              180.0   \n",
       "F                      200.0           250.0               36.0   \n",
       "combined               250.0           400.0              216.0   \n",
       "\n",
       "          Carlo's Total  Sophia's Percent  Carlo's Percent  \n",
       "M                 360.0          0.333333             0.50  \n",
       "F                  40.0          0.800000             0.90  \n",
       "combined          400.0          0.625000             0.54  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc['combined', :4] = list(data.iloc[:, :4].sum())\n",
    "data.loc['combined', \"Sophia's Percent\"] = data.loc['combined', \"Recommend Sophia's\"] / data.loc['combined', \"Sophia's Total\"]\n",
    "data.loc['combined', \"Carlo's Percent\"] = data.loc['combined', \"Recommend Carlo's\"] / data.loc['combined', \"Carlo's Total\"]\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlation Reversal: Hours of Exercise vs Chance of Developing Disease\n",
    "\n",
    "This is another fictional example showing Simpson's Paradox in the context of a correlation reversal. When looking at the data individually, there is a negative correlation between hours of exercise and chance of developing a disease, but when aggregating the data, the correlation reverses! This is due to the presence of another cause, age, on the chance of developing a disease. In order to determine the effect of exercise on the probability of disease, we need to control for the age of patients. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy.polynomial.polynomial import polyfit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_samples = 100\n",
    "np.random.seed(42)\n",
    "ages = np.random.randint(20, 50, n_samples)\n",
    "hours = np.random.randint(1, 5, n_samples) + np.random.randn(n_samples)\n",
    "p = 12 + 0.5 * ages + -2.1 * hours + np.random.randn(n_samples) *  2\n",
    "under_50 = pd.DataFrame({'age': ages, 'Hours Exercised': hours, 'probability': p})\n",
    "\n",
    "n_samples = 100\n",
    "ages = np.random.randint(50, 85, n_samples)\n",
    "hours = np.random.randint(3, 8, n_samples) + np.random.randn(n_samples) * 0.5\n",
    "p = 40 + 0.32 * ages + -3.2 * hours + np.random.randn(n_samples) \n",
    "over_50 = pd.DataFrame({'age': ages, 'Hours Exercised': hours, 'probability': p})\n",
    "\n",
    "\n",
    "def plot_relationship(data, c, color, ax):\n",
    "    \"\"\"Plot a scatter plot with linear fit\"\"\"\n",
    "    x, y = np.array(data[c]), np.array(data['probability'])\n",
    "    # Linear fit (polynomial of degree 1)\n",
    "    b, m = polyfit(x, y, 1)\n",
    "    # Plot scatterplot\n",
    "    data.plot(x = c, y = 'probability', c = color, \n",
    "              style = 'o', legend = None, ax = ax, ms = 10)\n",
    "    # Plot linear fit\n",
    "    ax.plot(x, m * x + b, '-', color = 'k');\n",
    "    if color == '#d9d142':\n",
    "        plt.title(f'Probability vs {c.capitalize()} over 50')\n",
    "    elif color == '#04c5ff':\n",
    "        plt.title(f'Probability vs {c.capitalize()} under 50')\n",
    "    else:\n",
    "        plt.title(f'Probability vs {c.capitalize()} Combined')\n",
    "    corr_coef = np.corrcoef(x, y)[0][1]\n",
    "    ax = plt.gca()\n",
    "    plt.ylabel('Probability'); \n",
    "    plt.text(0.2, 0.75, r'$\\rho$ = ' + f'{round(corr_coef, 2)}', fontsize = 28, color = 'k', \n",
    "             transform=ax.transAxes)\n",
    "\n",
    "    \n",
    "plt.figure(figsize = (20, 8))\n",
    "ax = plt.subplot(1, 2, 1)\n",
    "plot_relationship(under_50, 'Hours Exercised', '#04c5ff', ax)\n",
    "ax = plt.subplot(1, 2, 2)\n",
    "plot_relationship(over_50, 'Hours Exercised', '#d9d142', ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 8))\n",
    "combined = pd.concat([under_50, over_50], axis = 0)\n",
    "ax = plt.subplot(1, 1, 1)\n",
    "plot_relationship(combined, 'Hours Exercised', 'r', ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20, 8))\n",
    "ax = plt.subplot(1, 2, 1)\n",
    "plot_relationship(under_50, 'age', '#04c5ff', ax)\n",
    "ax = plt.subplot(1, 2, 2)\n",
    "plot_relationship(over_50, 'age', '#d9d142', ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 8))\n",
    "ax = plt.subplot(1, 1, 1)\n",
    "plot_relationship(combined, 'age', 'r', ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = [ '#04c5ff' for _ in range(n_samples)]\n",
    "colors.extend(['#d9d142' for _ in range(n_samples)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 8))\n",
    "\n",
    "plt.scatter(combined['Hours Exercised'],\n",
    "            combined['probability'], c = colors, label = None, s = 60);\n",
    "\n",
    "x_c, y_c = np.array(combined['Hours Exercised']), np.array(combined['probability'])\n",
    "b_c, m_c = polyfit(x_c, y_c, 1)\n",
    "\n",
    "x_u, y_u = np.array(under_50['Hours Exercised']), np.array(under_50['probability'])\n",
    "b_u, m_u = polyfit(x_u, y_u, 1)\n",
    "\n",
    "x_o, y_o = np.array(over_50['Hours Exercised']), np.array(over_50['probability'])\n",
    "b_o, m_o = polyfit(over_50['Hours Exercised'], over_50['probability'], 1)\n",
    "\n",
    "plt.plot(x_u, b_u + m_u * x_u, c =  '#04c5ff', label = 'Under 50 Fit');\n",
    "plt.plot(x_o, b_o + m_o * x_o, c = '#d9d142', label = 'Over 50 Fit');\n",
    "plt.plot(x_c, b_c + m_c * x_c, c = 'r', label = 'Combined Fit');\n",
    "plt.xlabel('Hours Exercised');\n",
    "plt.ylabel('Probability'); plt.title(\"Simpson's Paradox: Correlation Reversal\");\n",
    "plt.legend(prop = {'size': 14});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 8))\n",
    "\n",
    "plt.scatter(combined['age'],\n",
    "            combined['probability'], c = colors, label = None, s = 60);\n",
    "\n",
    "x_c, y_c = np.array(combined['age']), np.array(combined['probability'])\n",
    "b_c, m_c = polyfit(x_c, y_c, 1)\n",
    "\n",
    "x_u, y_u = np.array(under_50['age']), np.array(under_50['probability'])\n",
    "b_u, m_u = polyfit(x_u, y_u, 1)\n",
    "\n",
    "x_o, y_o = np.array(over_50['age']), np.array(over_50['probability'])\n",
    "b_o, m_o = polyfit(over_50['age'], over_50['probability'], 1)\n",
    "\n",
    "plt.plot(x_u, b_u + m_u * x_u, c =  '#04c5ff', label = 'Under 50 Fit');\n",
    "plt.plot(x_o, b_o + m_o * x_o, c = '#d9d142', label = 'Over 50 Fit');\n",
    "plt.plot(x_c, b_c + m_c * x_c, c = 'r', label = 'Combined Fit');\n",
    "plt.xlabel('Age');\n",
    "plt.ylabel('Probability'); plt.title(\"Simpson's Paradox: Additional Cause\");\n",
    "plt.legend(prop = {'size': 14});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure(figsize = (10, 8))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "\n",
    "markers = ['.' for _ in range(100)]\n",
    "markers.extend('o' for _ in range(100))\n",
    "\n",
    "x_c = np.array(combined['Hours Exercised'])\n",
    "y_c = np.array(combined['age'])\n",
    "z_c = np.array(combined['probability'])\n",
    "ax.scatter(x_c, y_c, z_c, c=colors, s = 40, marker='o', alpha = 1.0)\n",
    "\n",
    "ax.set_xlabel('Hours Exercised')\n",
    "ax.set_ylabel('Age')\n",
    "ax.set_zlabel('Probability');\n",
    "ax.set_title('Visualization of Multiple Causes', y = 1.05);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusions\n",
    "\n",
    "Simpson's Paradox is an intriguing statistical phenomenon that demonstrates the importance of thinking causally by asking why - determining the data generation process. Once we know how the data is generated, we can look for the other factors we are not being shown and resolve the paradox by either keeping the data separated, or aggregating the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
